CI-1T Prediction Stability Engine

Created By
Collapse Index Labs3 months ago
MCP server for the CI-1T prediction stability engine. 20 tools + 1 resource. Evaluate model stability, probe any LLM for instability (BYOM - bring your own model), manage fleet sessions, detect drift, generate visualizations, and control API keys. 7 tools work locally with no auth or credits. 1,000 free credits on signup.
Overview

20 Tools + 1 Resource

Evaluation & Scoring

  • evaluate: Prediction stability scoring (floats or Q0.16 fixed-point)
  • fleet_evaluate: Multi-node fleet-wide evaluation
  • probe: Probe any LLM for instability (3x same prompt). BYOM: bring your own model via any OpenAI-compatible API
  • health: Engine status check

Fleet Sessions

  • fleet_session_create / round / state / list / delete: Persistent multi-model comparison sessions

Account Management

  • list_api_keys / create_api_key / delete_api_key: API key CRUD
  • get_invoices: Billing history (Stripe)

Local Tools (no auth, no credits)

  • interpret_scores: Statistical breakdown (mean, std, min/max, normalized)
  • convert_scores: Float to Q0.16 conversion
  • generate_config: Integration boilerplate for FastAPI, Express, etc.
  • compare_windows: Drift detection between baseline and recent episodes
  • alert_check: Custom threshold alerts with severity levels
  • visualize: Interactive HTML charts
  • onboarding: Setup guide

Quick Start

  1. Create a free account at collapseindex.org (1,000 free credits)
  2. Copy your API key from the dashboard
  3. Add the server config to Claude Desktop, Cursor, or VS Code
  4. Ask your agent: "Help me get started with CI-1T"

BYOM Probe

Probe any model, local or remote, without using credits:

Docker: hub.docker.com/r/collapseindex/ci1t-mcp npm: @collapseindex/ci1t-mcp

Server Config

{
  "mcpServers": {
    "ci1t": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-e",
        "CI1T_API_KEY",
        "collapseindex/ci1t-mcp"
      ],
      "env": {
        "CI1T_API_KEY": "ci_your_key_here"
      }
    }
  }
}
Project Info
Created At
3 months ago
Updated At
3 months ago
Author Name
Collapse Index Labs
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